{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "standing-front",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f84fbfcc0>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.634525299072266, 2.871833324432373, -0.3499693274497986, -0.7084508538246155]\n",
      "样本: ./images/good.jpg,被预测为:1:良\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f84fbe2e8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.443404197692871, -1.184117317199707, 0.18809519708156586, 1.7938475608825684]\n",
      "样本: ./images/bad.jpg,被预测为:3:規格外\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f84fbfb70>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[2.0251574516296387, -4.157174110412598, -4.035819053649902, -1.6978256702423096]\n",
      "样本: ./images/perfect.jpg,被预测为:0:優良\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f85300eb8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[-5.960293292999268, -2.4468472003936768, 1.707446575164795, -1.6079192161560059]\n",
      "样本: ./images/medium.jpg,被预测为:2:加工品\n"
     ]
    }
   ],
   "source": [
    "import os, time\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "from paddlelite.lite import *\n",
    "\n",
    "\n",
    "def load_image(img_path):\n",
    "    '''\n",
    "    预测图片预处理\n",
    "    '''\n",
    "    img = Image.open(img_path).convert('RGB')\n",
    "    plt.imshow(img)          #根据数组绘制图像\n",
    "    plt.show()               #显示图像\n",
    "    \n",
    "    #resize\n",
    "    img = img.resize((224, 224), Image.BILINEAR) #Image.BILINEAR双线性插值\n",
    "    img = np.array(img).astype('float32')\n",
    "\n",
    "    # HWC to CHW \n",
    "    img = img.transpose((2, 0, 1))\n",
    "    \n",
    "    #Normalize\n",
    "    img = img / 255         #像素值归一化\n",
    "    mean = [0.31169346, 0.25506335, 0.12432463]   \n",
    "    std = [0.34042713, 0.29819837, 0.1375536]\n",
    "    img[0] = (img[0] - mean[0]) / std[0]\n",
    "    img[1] = (img[1] - mean[1]) / std[1]\n",
    "    img[2] = (img[2] - mean[2]) / std[2]\n",
    "    \n",
    "    return img\n",
    "\n",
    "def infer(img_path):\n",
    "    config = MobileConfig()\n",
    "    config.set_model_from_file('./models/model.nb')\n",
    "\n",
    "    predictor = create_paddle_predictor(config)\n",
    "\n",
    "    image = load_image(img_path)\n",
    "    image_data = np.array(image).flatten().tolist()\n",
    "\n",
    "    input_tensor = predictor.get_input(0)\n",
    "    input_tensor.resize([1, 3, 224, 224])\n",
    "    input_tensor.set_float_data(image_data)\n",
    "\n",
    "    predictor.run()\n",
    "\n",
    "    output_tensor = predictor.get_output(0)\n",
    "    \n",
    "#     print(output_tensor.shape())\n",
    "    print(output_tensor.float_data()[:4])\n",
    "    label_list = ['0:優良', '1:良', '2:加工品', '3:規格外']\n",
    "    lab = np.argmax(output_tensor.numpy())  #argmax():返回最大数的索引\n",
    "    print(\"样本: {},被预测为:{}\".format(img_path, label_list[lab]))\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    image_path = []\n",
    "\n",
    "    for root, dirs, files in os.walk('./images/'):\n",
    "        # 遍历work/文件夹内图片\n",
    "        for f in files:\n",
    "            image_path.append(os.path.join(root, f))\n",
    "\n",
    "    for i in range(len(image_path)):\n",
    "        infer(img_path=image_path[i])\n",
    "        time.sleep(0.5) #防止输出错乱"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "little-devon",
   "metadata": {},
   "source": [
    "# perfect：\n",
    "Paddle：[ 2.00457692, -4.16496420, -4.02241659, -1.69125152]\n",
    "\n",
    "Lite：[2.0251574516296387, -4.157174110412598, -4.035819053649902, -1.6978256702423096]\n",
    "\n",
    "# good：\n",
    "Paddle：[-5.69013119,  2.85869360, -0.33038837, -0.70324636]\n",
    "\n",
    "Lite：[-5.634525299072266, 2.871833324432373, -0.3499693274497986, -0.7084508538246155]\n",
    "\n",
    "# medium：\n",
    "Paddle：[-5.98337650, -2.46411037,  1.69888258, -1.61478269]\n",
    "\n",
    "Lite：[-5.960293292999268, -2.4468472003936768, 1.707446575164795, -1.6079192161560059]\n",
    "\n",
    "# bad：\n",
    "Paddle：[-5.48349476, -1.20838690,  0.21005686,  1.81750727]\n",
    "\n",
    "Lite：[-5.443404197692871, -1.184117317199707, 0.18809519708156586, 1.7938475608825684]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
